Give every agent a role, company context, scoped permissions, review paths, evals, and a budget. See what it did, what it cost, and whether it worked, from one operating layer you deploy and own.
01
Who owns it?
02
What did it do?
03
Who approved it?
04
Did it work?
05
What did it cost?
Any team can stand up an impressive agent in an afternoon. Production dies on these five questions — Vocion is built so each one has an answer on screen.
The operating model
Define the role. Run the work. Review where judgment matters. Measure quality, cost, and outcome. Improve from what reviewers approve.
Run
A registry of who runs what — owners, budgets, quality, status — with everything that needs a person converging on one inbox.
| Agent | Systems | Runs | Avg score | Cost | Status |
|---|---|---|---|---|---|
Sales Follow-Up RevOps | HubSpot · Gmail · Zoom | 1,248 | 92% | $418 | Healthy |
Support Reply CX | Zendesk · Docs · Slack | 3,912 | 84% | $763 | Needs review |
Board Reporting Finance | Postgres · Drive | 84 | 96% | $92 | Healthy |
Renewal Risk CS | Salesforce · Gong | 642 | 87% | $211 | Improving |
Support Reply · enterprise refund response ready for sign-off
2mDraft cites the open credit memo · eval check passed · SLA 3h left
Sales Follow-Up · "Two contacts share this deal — who owns the thread?"
18mRun paused at step 3 of 6 · resumes on your answer
Board Reporting · warehouse connection timed out, retry scheduled
1hNo output shipped · third retry at 6:00 AM · owner: Finance
Renewal Risk · weekly account sweep completed, 3 flags for review
4h642 accounts read · 3 above risk threshold · learnings applied: 2
Govern
Every agent has an owner.
A budget.
A review path.
A record.
Monthly budget
$763 of $1,200
Access
Zendesk · Docs · Slack
Least privilege · read + draft only
Measure
Manage your agents on performance, not usage — quality, cost, cycle time, and outcomes, per agent. Illustrative week from the open demo workloads:
9h → 40min
first response
38% → 81%
same-day resolution
11min → 2min
human time per reply
Support queue · week
Manual38%
same-day resolution
Support queue · week
With a coworker81%
same-day resolution
Illustrative scenario from the open demo workloads — clone one and measure your own week.
Own
Open source (MPL-2.0), deployed on AWS's production agent infrastructure, under controls you already audited. The roles, the know-how, and the record accumulate in systems you own.
Your AWS account
AgentCore
runs the agent loop
Bedrock Guardrails
screens every run
CloudWatch · OTEL
traces in your stack
Your IAM · VPC · KMS · CloudTrail
the controls your security team already audited
$ terraform apply — the whole stack, one command · AWS Marketplace · air-gapped reference
Start
Drafts from CRM context and call notes. A rep approves. Measured on quality, speed, and outcomes.
Grounded draft replies, edge cases escalated, a human on anything sensitive.
Structured updates from your data, held for review, every report on the record.
Finance, recruiting, delivery, customer success — reviewed, measured, on the roster.
SaaS builders make generic agents; execution layers govern the model call. Vocion is the operating layer for company-specific work — your context, your systems, your approvals — standing on AWS for the plumbing.
The open-source Agent Workforce Platform. AI coworkers you can trust with real work — running in your own AWS account, on a foundation your company owns.
MPL-2.0 · Self-hosted · Runs on AWS